Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 105 |
| Missing cells | 29 |
| Missing cells (%) | 1.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.2 KiB |
| Average record size in memory | 177.2 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 18 |
CROP has constant value "Rainfed maize" | Constant |
STATIONNAME has a high cardinality: 105 distinct values | High cardinality |
LONGITUDE is highly overall correlated with ELEVATION_METER and 2 other fields | High correlation |
LATITUDE is highly overall correlated with COUNTRY | High correlation |
ELEVATION_METER is highly overall correlated with LONGITUDE and 2 other fields | High correlation |
YA is highly overall correlated with ELEVATION_METER and 6 other fields | High correlation |
YW is highly overall correlated with YA and 7 other fields | High correlation |
YW-YA is highly overall correlated with YW and 7 other fields | High correlation |
YP is highly overall correlated with YW and 5 other fields | High correlation |
YP-YA is highly overall correlated with YW-YA and 1 other fields | High correlation |
WPP is highly overall correlated with YW and 5 other fields | High correlation |
WPA is highly overall correlated with YA | High correlation |
YW_CV_TEMPORAL is highly overall correlated with YA and 6 other fields | High correlation |
CLIMATEZONE is highly overall correlated with LONGITUDE and 1 other fields | High correlation |
MIN_N_INPUT_TARGET_30_PERC is highly overall correlated with YA and 7 other fields | High correlation |
MIN_N_INPUT_TARGET_50_PERC is highly overall correlated with YA and 7 other fields | High correlation |
MIN_N_INPUT_TARGET_80_PERC is highly overall correlated with YA and 7 other fields | High correlation |
COUNTRY is highly overall correlated with LONGITUDE and 2 other fields | High correlation |
CROPPING_INTENSITY is highly overall correlated with COUNTRY | High correlation |
CROPPING_INTENSITY is highly imbalanced (60.0%) | Imbalance |
ELEVATION_METER has 2 (1.9%) missing values | Missing |
YA_CV_TEMPORAL has 27 (25.7%) missing values | Missing |
STATIONNAME is uniformly distributed | Uniform |
STATIONNAME has unique values | Unique |
LONGITUDE has unique values | Unique |
YW has unique values | Unique |
YW-YA has unique values | Unique |
YP-YA has unique values | Unique |
WPP has unique values | Unique |
WPA has unique values | Unique |
YW_CV_TEMPORAL has unique values | Unique |
YP_CV_TEMPORAL has unique values | Unique |
AREA_IN_CLIMATEZONE_HA has unique values | Unique |
MIN_N_INPUT_TARGET_30_PERC has unique values | Unique |
MIN_N_INPUT_TARGET_50_PERC has unique values | Unique |
MIN_N_INPUT_TARGET_80_PERC has unique values | Unique |
Reproduction
| Analysis started | 2023-02-25 22:19:03.402200 |
|---|---|
| Analysis finished | 2023-02-25 22:20:56.754657 |
| Duration | 1 minute and 53.35 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
STATIONNAME
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 968.0 B |
| Bobo-Dioulasso | 1 |
|---|---|
| Benin | 1 |
| tan_rfmz5 | 1 |
| tan_rfmz4 | 1 |
| tan_rfmz3 | 1 |
| Other values (100) |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 6.9428571 |
| Min length | 2 |
Characters and Unicode
| Total characters | 729 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 105 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Bobo-Dioulasso |
|---|---|
| 2nd row | Bogandé |
| 3rd row | Boromo |
| 4th row | Dédougou |
| 5th row | Fada Ngourma |
Common Values
| Value | Count | Frequency (%) |
| Bobo-Dioulasso | 1 | 1.0% |
| Benin | 1 | 1.0% |
| tan_rfmz5 | 1 | 1.0% |
| tan_rfmz4 | 1 | 1.0% |
| tan_rfmz3 | 1 | 1.0% |
| tan_rfmz1 | 1 | 1.0% |
| Sumbawanga | 1 | 1.0% |
| Solesia | 1 | 1.0% |
| Singida | 1 | 1.0% |
| Shinyanga | 1 | 1.0% |
| Other values (95) | 95 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| dag | 2 | 1.8% |
| bobo-dioulasso | 1 | 0.9% |
| shire | 1 | 0.9% |
| boromo | 1 | 0.9% |
| dédougou | 1 | 0.9% |
| ngourma | 1 | 0.9% |
| fada | 1 | 0.9% |
| gaoua | 1 | 0.9% |
| ouahigouya | 1 | 0.9% |
| adet | 1 | 0.9% |
| Other values (100) | 100 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 103 | 14.1% |
| i | 48 | 6.6% |
| o | 46 | 6.3% |
| r | 45 | 6.2% |
| u | 37 | 5.1% |
| m | 35 | 4.8% |
| e | 34 | 4.7% |
| n | 34 | 4.7% |
| g | 25 | 3.4% |
| s | 24 | 3.3% |
| Other values (46) | 298 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 580 | |
| Uppercase Letter | 110 | 15.1% |
| Connector Punctuation | 15 | 2.1% |
| Decimal Number | 15 | 2.1% |
| Space Separator | 6 | 0.8% |
| Dash Punctuation | 3 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 103 | |
| i | 48 | 8.3% |
| o | 46 | 7.9% |
| r | 45 | 7.8% |
| u | 37 | 6.4% |
| m | 35 | 6.0% |
| e | 34 | 5.9% |
| n | 34 | 5.9% |
| g | 25 | 4.3% |
| s | 24 | 4.1% |
| Other values (15) | 149 |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 19 | |
| S | 13 | |
| A | 13 | |
| B | 12 | |
| M | 10 | |
| D | 9 | |
| O | 5 | 4.5% |
| N | 4 | 3.6% |
| G | 4 | 3.6% |
| L | 3 | 2.7% |
| Other values (10) | 18 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 3 | 3 | |
| 2 | 2 | |
| 5 | 2 | |
| 4 | 1 | 6.7% |
| 9 | 1 | 6.7% |
| 8 | 1 | 6.7% |
| 6 | 1 | 6.7% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 15 |
Space Separator
| Value | Count | Frequency (%) |
| 6 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 690 | |
| Common | 39 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 103 | 14.9% |
| i | 48 | 7.0% |
| o | 46 | 6.7% |
| r | 45 | 6.5% |
| u | 37 | 5.4% |
| m | 35 | 5.1% |
| e | 34 | 4.9% |
| n | 34 | 4.9% |
| g | 25 | 3.6% |
| s | 24 | 3.5% |
| Other values (35) | 259 |
Common
| Value | Count | Frequency (%) |
| _ | 15 | |
| 6 | 15.4% | |
| 1 | 4 | 10.3% |
| - | 3 | 7.7% |
| 3 | 3 | 7.7% |
| 2 | 2 | 5.1% |
| 5 | 2 | 5.1% |
| 4 | 1 | 2.6% |
| 9 | 1 | 2.6% |
| 8 | 1 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 727 | |
| None | 2 | 0.3% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 103 | 14.2% |
| i | 48 | 6.6% |
| o | 46 | 6.3% |
| r | 45 | 6.2% |
| u | 37 | 5.1% |
| m | 35 | 4.8% |
| e | 34 | 4.7% |
| n | 34 | 4.7% |
| g | 25 | 3.4% |
| s | 24 | 3.3% |
| Other values (45) | 296 |
None
| Value | Count | Frequency (%) |
| é | 2 |
LONGITUDE
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.887622 |
| Minimum | -11.4 |
|---|---|
| Maximum | 42.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 19 |
| Negative (%) | 18.1% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | -11.4 |
|---|---|
| 5-th percentile | -4.7274 |
| Q1 | 6.733 |
| median | 31.677681 |
| Q3 | 35.3 |
| 95-th percentile | 38.17 |
| Maximum | 42.1 |
| Range | 53.5 |
| Interquartile range (IQR) | 28.567 |
Descriptive statistics
| Standard deviation | 16.225326 |
|---|---|
| Coefficient of variation (CV) | 0.70891271 |
| Kurtosis | -1.1873488 |
| Mean | 22.887622 |
| Median Absolute Deviation (MAD) | 5.4435186 |
| Skewness | -0.71525308 |
| Sum | 2403.2003 |
| Variance | 263.26121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -4.317 | 1 | 1.0% |
| 5.57 | 1 | 1.0% |
| 32.28683039 | 1 | 1.0% |
| 30.87034241 | 1 | 1.0% |
| 31.5156132 | 1 | 1.0% |
| 33.62356705 | 1 | 1.0% |
| 31.57 | 1 | 1.0% |
| 31.95 | 1 | 1.0% |
| 34.733 | 1 | 1.0% |
| 33.4333 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| -11.4 | 1 | |
| -7.95 | 1 | |
| -6.15 | 1 | |
| -5.68 | 1 | |
| -5.47 | 1 | |
| -4.83 | 1 | |
| -4.317 | 1 | |
| -3.483 | 1 | |
| -3.183 | 1 | |
| -2.933 | 1 |
| Value | Count | Frequency (%) |
| 42.1 | 1 | |
| 42.03 | 1 | |
| 39.33 | 1 | |
| 39.15 | 1 | |
| 38.334 | 1 | |
| 38.22 | 1 | |
| 37.97 | 1 | |
| 37.835 | 1 | |
| 37.78 | 1 | |
| 37.736 | 1 |
LATITUDE
Real number (ℝ)
| Distinct | 103 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4268764 |
| Minimum | -17.735 |
|---|---|
| Maximum | 14.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 33 |
| Negative (%) | 31.4% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | -17.735 |
|---|---|
| 5-th percentile | -13.217389 |
| Q1 | -1.241 |
| median | 6.2 |
| Q3 | 10.067 |
| 95-th percentile | 13.0084 |
| Maximum | 14.48 |
| Range | 32.215 |
| Interquartile range (IQR) | 11.308 |
Descriptive statistics
| Standard deviation | 8.256232 |
|---|---|
| Coefficient of variation (CV) | 2.4092587 |
| Kurtosis | -0.25353545 |
| Mean | 3.4268764 |
| Median Absolute Deviation (MAD) | 5.2267 |
| Skewness | -0.8206899 |
| Sum | 359.82203 |
| Variance | 68.165367 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.2 | 2 | 1.9% |
| 4.704867512 | 2 | 1.9% |
| 11.167 | 1 | 1.0% |
| -3.4294 | 1 | 1.0% |
| -3.651871512 | 1 | 1.0% |
| -4.735190291 | 1 | 1.0% |
| -2.629463008 | 1 | 1.0% |
| -2.689588813 | 1 | 1.0% |
| -8 | 1 | 1.0% |
| -8.77 | 1 | 1.0% |
| Other values (93) | 93 |
| Value | Count | Frequency (%) |
| -17.735 | 1 | |
| -16.81166667 | 1 | |
| -15.2545 | 1 | |
| -15.0667 | 1 | |
| -14.44388889 | 1 | |
| -13.56222222 | 1 | |
| -11.83805556 | 1 | |
| -11.56912128 | 1 | |
| -11.1 | 1 | |
| -10.65747293 | 1 |
| Value | Count | Frequency (%) |
| 14.48 | 1 | |
| 14.1 | 1 | |
| 13.567 | 1 | |
| 13.4 | 1 | |
| 13.33 | 1 | |
| 13.017 | 1 | |
| 12.974 | 1 | |
| 12.53 | 1 | |
| 12.467 | 1 | |
| 12.38 | 1 |
ELEVATION_METER
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 94 |
|---|---|
| Distinct (%) | 91.3% |
| Missing | 2 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1079.5437 |
| Minimum | 20 |
|---|---|
| Maximum | 3525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 87.1 |
| Q1 | 346.5 |
| median | 1120 |
| Q3 | 1562.5 |
| 95-th percentile | 2119 |
| Maximum | 3525 |
| Range | 3505 |
| Interquartile range (IQR) | 1216 |
Descriptive statistics
| Standard deviation | 716.10194 |
|---|---|
| Coefficient of variation (CV) | 0.66333762 |
| Kurtosis | -0.054866761 |
| Mean | 1079.5437 |
| Median Absolute Deviation (MAD) | 678 |
| Skewness | 0.40968776 |
| Sum | 111193 |
| Variance | 512802 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1105 | 2 | 1.9% |
| 986 | 2 | 1.9% |
| 1171 | 2 | 1.9% |
| 1880 | 2 | 1.9% |
| 1402 | 2 | 1.9% |
| 1840 | 2 | 1.9% |
| 172 | 2 | 1.9% |
| 243 | 2 | 1.9% |
| 1384 | 2 | 1.9% |
| 44 | 1 | 1.0% |
| Other values (84) | 84 | |
| (Missing) | 2 | 1.9% |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 27 | 1 | |
| 44 | 1 | |
| 47 | 1 | |
| 79 | 1 | |
| 87 | 1 | |
| 88 | 1 | |
| 111 | 1 | |
| 143 | 1 | |
| 172 | 2 |
| Value | Count | Frequency (%) |
| 3525 | 1 | |
| 2550 | 1 | |
| 2470 | 1 | |
| 2240 | 1 | |
| 2200 | 1 | |
| 2120 | 1 | |
| 2110 | 1 | |
| 2100 | 1 | |
| 2093 | 1 | |
| 2060 | 1 |
COUNTRY
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 968.0 B |
| Ethiopia | |
|---|---|
| Nigeria | |
| Tanzania | |
| Uganda | |
| Zambia | |
| Other values (4) |
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 7 |
| Min length | 4 |
Characters and Unicode
| Total characters | 735 |
|---|---|
| Distinct characters | 30 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Burkina Faso |
|---|---|
| 2nd row | Burkina Faso |
| 3rd row | Burkina Faso |
| 4th row | Burkina Faso |
| 5th row | Burkina Faso |
Common Values
| Value | Count | Frequency (%) |
| Ethiopia | 22 | |
| Nigeria | 16 | |
| Tanzania | 15 | |
| Uganda | 13 | |
| Zambia | 11 | |
| Kenya | 8 | 7.6% |
| Burkina Faso | 7 | 6.7% |
| Ghana | 7 | 6.7% |
| Mali | 6 | 5.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ethiopia | 22 | |
| nigeria | 16 | |
| tanzania | 15 | |
| uganda | 13 | |
| zambia | 11 | |
| kenya | 8 | 7.1% |
| burkina | 7 | 6.2% |
| faso | 7 | 6.2% |
| ghana | 7 | 6.2% |
| mali | 6 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 173 | |
| i | 115 | |
| n | 65 | 8.8% |
| h | 29 | 3.9% |
| o | 29 | 3.9% |
| g | 29 | 3.9% |
| e | 24 | 3.3% |
| r | 23 | 3.1% |
| E | 22 | 3.0% |
| t | 22 | 3.0% |
| Other values (20) | 204 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 616 | |
| Uppercase Letter | 112 | 15.2% |
| Space Separator | 7 | 1.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 173 | |
| i | 115 | |
| n | 65 | 10.6% |
| h | 29 | 4.7% |
| o | 29 | 4.7% |
| g | 29 | 4.7% |
| e | 24 | 3.9% |
| r | 23 | 3.7% |
| t | 22 | 3.6% |
| p | 22 | 3.6% |
| Other values (9) | 85 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 22 | |
| N | 16 | |
| T | 15 | |
| U | 13 | |
| Z | 11 | |
| K | 8 | 7.1% |
| B | 7 | 6.2% |
| F | 7 | 6.2% |
| G | 7 | 6.2% |
| M | 6 | 5.4% |
Space Separator
| Value | Count | Frequency (%) |
| 7 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 728 | |
| Common | 7 | 1.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 173 | |
| i | 115 | |
| n | 65 | 8.9% |
| h | 29 | 4.0% |
| o | 29 | 4.0% |
| g | 29 | 4.0% |
| e | 24 | 3.3% |
| r | 23 | 3.2% |
| E | 22 | 3.0% |
| t | 22 | 3.0% |
| Other values (19) | 197 |
Common
| Value | Count | Frequency (%) |
| 7 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 735 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 173 | |
| i | 115 | |
| n | 65 | 8.8% |
| h | 29 | 3.9% |
| o | 29 | 3.9% |
| g | 29 | 3.9% |
| e | 24 | 3.3% |
| r | 23 | 3.1% |
| E | 22 | 3.0% |
| t | 22 | 3.0% |
| Other values (20) | 204 |
CROP
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 968.0 B |
| Rainfed maize |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 1365 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rainfed maize |
|---|---|
| 2nd row | Rainfed maize |
| 3rd row | Rainfed maize |
| 4th row | Rainfed maize |
| 5th row | Rainfed maize |
Common Values
| Value | Count | Frequency (%) |
| Rainfed maize | 105 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rainfed | 105 | |
| maize | 105 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 210 | |
| i | 210 | |
| e | 210 | |
| R | 105 | |
| n | 105 | |
| f | 105 | |
| d | 105 | |
| 105 | ||
| m | 105 | |
| z | 105 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1155 | |
| Uppercase Letter | 105 | 7.7% |
| Space Separator | 105 | 7.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 210 | |
| i | 210 | |
| e | 210 | |
| n | 105 | |
| f | 105 | |
| d | 105 | |
| m | 105 | |
| z | 105 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 105 |
Space Separator
| Value | Count | Frequency (%) |
| 105 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1260 | |
| Common | 105 | 7.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 210 | |
| i | 210 | |
| e | 210 | |
| R | 105 | |
| n | 105 | |
| f | 105 | |
| d | 105 | |
| m | 105 | |
| z | 105 |
Common
| Value | Count | Frequency (%) |
| 105 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1365 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 210 | |
| i | 210 | |
| e | 210 | |
| R | 105 | |
| n | 105 | |
| f | 105 | |
| d | 105 | |
| 105 | ||
| m | 105 | |
| z | 105 |
YA
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9113315 |
| Minimum | 0.5 |
|---|---|
| Maximum | 3.98451 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.84826253 |
| Q1 | 1.3221489 |
| median | 1.7833273 |
| Q3 | 2.524 |
| 95-th percentile | 3.2795665 |
| Maximum | 3.98451 |
| Range | 3.48451 |
| Interquartile range (IQR) | 1.2018511 |
Descriptive statistics
| Standard deviation | 0.77564987 |
|---|---|
| Coefficient of variation (CV) | 0.40581651 |
| Kurtosis | -0.50461996 |
| Mean | 1.9113315 |
| Median Absolute Deviation (MAD) | 0.53032734 |
| Skewness | 0.53828079 |
| Sum | 200.6898 |
| Variance | 0.60163272 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.249422134 | 2 | 1.9% |
| 1.4 | 2 | 1.9% |
| 0.8 | 2 | 1.9% |
| 3.279566523 | 2 | 1.9% |
| 1.88129474 | 1 | 1.0% |
| 1.253 | 1 | 1.0% |
| 1.856 | 1 | 1.0% |
| 1.815194481 | 1 | 1.0% |
| 1.421805552 | 1 | 1.0% |
| 0.8309121993 | 1 | 1.0% |
| Other values (91) | 91 |
| Value | Count | Frequency (%) |
| 0.5 | 1 | |
| 0.7938563338 | 1 | |
| 0.8 | 2 | |
| 0.8309121993 | 1 | |
| 0.8336109257 | 1 | |
| 0.9068689462 | 1 | |
| 0.9205659657 | 1 | |
| 0.9555824213 | 1 | |
| 0.9888551282 | 1 | |
| 0.9987451787 | 1 |
| Value | Count | Frequency (%) |
| 3.984509987 | 1 | |
| 3.72 | 1 | |
| 3.51675 | 1 | |
| 3.345 | 1 | |
| 3.3061 | 1 | |
| 3.279566523 | 2 | |
| 3.249422134 | 2 | |
| 3.1853 | 1 | |
| 3.027833333 | 1 | |
| 3.0196 | 1 |
YW
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.352703 |
| Minimum | 2.2415103 |
|---|---|
| Maximum | 19.725941 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 2.2415103 |
|---|---|
| 5-th percentile | 3.9025117 |
| Q1 | 6.8943721 |
| median | 10.193182 |
| Q3 | 13.071842 |
| 95-th percentile | 17.769474 |
| Maximum | 19.725941 |
| Range | 17.48443 |
| Interquartile range (IQR) | 6.17747 |
Descriptive statistics
| Standard deviation | 4.249729 |
|---|---|
| Coefficient of variation (CV) | 0.41049463 |
| Kurtosis | -0.79725013 |
| Mean | 10.352703 |
| Median Absolute Deviation (MAD) | 3.205134 |
| Skewness | 0.14056561 |
| Sum | 1087.0338 |
| Variance | 18.060197 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.803804065 | 1 | 1.0% |
| 9.321842105 | 1 | 1.0% |
| 7.47225 | 1 | 1.0% |
| 12.10540404 | 1 | 1.0% |
| 4.83295 | 1 | 1.0% |
| 3.01595 | 1 | 1.0% |
| 15.82625 | 1 | 1.0% |
| 13.01885 | 1 | 1.0% |
| 6.08 | 1 | 1.0% |
| 4.170453361 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 2.241510342 | 1 | |
| 2.589894737 | 1 | |
| 3.01595 | 1 | |
| 3.143593833 | 1 | |
| 3.49825 | 1 | |
| 3.835526316 | 1 | |
| 4.170453361 | 1 | |
| 4.183477633 | 1 | |
| 4.425684211 | 1 | |
| 4.71395 | 1 |
| Value | Count | Frequency (%) |
| 19.72594059 | 1 | |
| 18.75663158 | 1 | |
| 18.63821053 | 1 | |
| 18.53015789 | 1 | |
| 18.05736842 | 1 | |
| 17.96552632 | 1 | |
| 16.98526316 | 1 | |
| 16.34305263 | 1 | |
| 16.18831579 | 1 | |
| 16.1717 | 1 |
YW-YA
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4413716 |
| Minimum | 1.3088438 |
|---|---|
| Maximum | 16.476518 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 1.3088438 |
|---|---|
| 5-th percentile | 2.4927323 |
| Q1 | 5.3012333 |
| median | 8.3591617 |
| Q3 | 11.385589 |
| 95-th percentile | 15.220178 |
| Maximum | 16.476518 |
| Range | 15.167675 |
| Interquartile range (IQR) | 6.0843556 |
Descriptive statistics
| Standard deviation | 3.826294 |
|---|---|
| Coefficient of variation (CV) | 0.4532787 |
| Kurtosis | -0.86935541 |
| Mean | 8.4413716 |
| Median Absolute Deviation (MAD) | 3.0579284 |
| Skewness | 0.14798644 |
| Sum | 886.34402 |
| Variance | 14.640526 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.922509325 | 1 | 1.0% |
| 7.403397661 | 1 | 1.0% |
| 6.483394872 | 1 | 1.0% |
| 10.80574818 | 1 | 1.0% |
| 3.480716665 | 1 | 1.0% |
| 2.182339074 | 1 | 1.0% |
| 13.97025 | 1 | 1.0% |
| 11.20365552 | 1 | 1.0% |
| 4.658194448 | 1 | 1.0% |
| 3.339541162 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 1.30884376 | 1 | |
| 1.741510342 | 1 | |
| 2.144848654 | 1 | |
| 2.182339074 | 1 | |
| 2.376103492 | 1 | |
| 2.41395 | 1 | |
| 2.807861528 | 1 | |
| 2.841401046 | 1 | |
| 2.857845708 | 1 | |
| 3.153477633 | 1 |
| Value | Count | Frequency (%) |
| 16.47651846 | 1 | |
| 15.85643158 | 1 | |
| 15.83753194 | 1 | |
| 15.66305789 | 1 | |
| 15.35410463 | 1 | |
| 15.30701842 | 1 | |
| 14.87281789 | 1 | |
| 14.2702193 | 1 | |
| 13.97025 | 1 | |
| 13.79996316 | 1 |
YP
Real number (ℝ)
| Distinct | 104 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.552915 |
| Minimum | 6.22 |
|---|---|
| Maximum | 21.415789 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 6.22 |
|---|---|
| 5-th percentile | 9.94 |
| Q1 | 12.777778 |
| median | 14.884211 |
| Q3 | 16.778947 |
| 95-th percentile | 19.452053 |
| Maximum | 21.415789 |
| Range | 15.195789 |
| Interquartile range (IQR) | 4.0011696 |
Descriptive statistics
| Standard deviation | 3.1149657 |
|---|---|
| Coefficient of variation (CV) | 0.21404411 |
| Kurtosis | -0.22273236 |
| Mean | 14.552915 |
| Median Absolute Deviation (MAD) | 2.0210526 |
| Skewness | -0.28960099 |
| Sum | 1528.0561 |
| Variance | 9.7030113 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.88421053 | 2 | 1.9% |
| 10.65789474 | 1 | 1.0% |
| 14.76842105 | 1 | 1.0% |
| 17.395 | 1 | 1.0% |
| 13.09 | 1 | 1.0% |
| 6.22 | 1 | 1.0% |
| 8.395 | 1 | 1.0% |
| 16.345 | 1 | 1.0% |
| 13.24 | 1 | 1.0% |
| 20.51578947 | 1 | 1.0% |
| Other values (94) | 94 |
| Value | Count | Frequency (%) |
| 6.22 | 1 | |
| 6.81 | 1 | |
| 8.384210526 | 1 | |
| 8.395 | 1 | |
| 9.215789474 | 1 | |
| 9.911111111 | 1 | |
| 10.05555556 | 1 | |
| 10.05789474 | 1 | |
| 10.07777778 | 1 | |
| 10.2 | 1 |
| Value | Count | Frequency (%) |
| 21.41578947 | 1 | |
| 20.51578947 | 1 | |
| 20.31 | 1 | |
| 19.65 | 1 | |
| 19.56842105 | 1 | |
| 19.52631579 | 1 | |
| 19.155 | 1 | |
| 18.81052632 | 1 | |
| 18.74210526 | 1 | |
| 18.7 | 1 |
YP-YA
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.641583 |
| Minimum | 4.8677667 |
|---|---|
| Maximum | 19.093984 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 4.8677667 |
|---|---|
| 5-th percentile | 8.2904084 |
| Q1 | 10.396532 |
| median | 12.944874 |
| Q3 | 14.489 |
| 95-th percentile | 17.0076 |
| Maximum | 19.093984 |
| Range | 14.226217 |
| Interquartile range (IQR) | 4.0924684 |
Descriptive statistics
| Standard deviation | 2.9108437 |
|---|---|
| Coefficient of variation (CV) | 0.23025942 |
| Kurtosis | -0.22043611 |
| Mean | 12.641583 |
| Median Absolute Deviation (MAD) | 1.710126 |
| Skewness | -0.29776834 |
| Sum | 1327.3662 |
| Variance | 8.4730109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.776599997 | 1 | 1.0% |
| 12.80260819 | 1 | 1.0% |
| 16.40614487 | 1 | 1.0% |
| 11.79034414 | 1 | 1.0% |
| 4.867766665 | 1 | 1.0% |
| 7.561389074 | 1 | 1.0% |
| 14.489 | 1 | 1.0% |
| 11.42480552 | 1 | 1.0% |
| 19.09398392 | 1 | 1.0% |
| 9.942772011 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 4.867766665 | 1 | |
| 5.687853492 | 1 | |
| 6.058227193 | 1 | |
| 6.704302632 | 1 | |
| 7.561389074 | 1 | |
| 8.217044295 | 1 | |
| 8.583864656 | 1 | |
| 8.616464622 | 1 | |
| 8.776599997 | 1 | |
| 8.785222222 | 1 |
| Value | Count | Frequency (%) |
| 19.09398392 | 1 | |
| 18.19941758 | 1 | |
| 18.13622295 | 1 | |
| 17.33801681 | 1 | |
| 17.06057787 | 1 | |
| 17.00892053 | 1 | |
| 17.00231579 | 1 | |
| 16.70132105 | 1 | |
| 16.59667266 | 1 | |
| 16.40614487 | 1 |
WPP
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.742421 |
| Minimum | 5.8595106 |
|---|---|
| Maximum | 30.546388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 5.8595106 |
|---|---|
| 5-th percentile | 9.9019526 |
| Q1 | 15.978079 |
| median | 20.227692 |
| Q3 | 24.284394 |
| 95-th percentile | 28.994124 |
| Maximum | 30.546388 |
| Range | 24.686878 |
| Interquartile range (IQR) | 8.3063155 |
Descriptive statistics
| Standard deviation | 5.7217809 |
|---|---|
| Coefficient of variation (CV) | 0.28982164 |
| Kurtosis | -0.67650578 |
| Mean | 19.742421 |
| Median Absolute Deviation (MAD) | 4.1638601 |
| Skewness | -0.1655214 |
| Sum | 2072.9542 |
| Variance | 32.738777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22.78542156 | 1 | 1.0% |
| 21.82064629 | 1 | 1.0% |
| 13.94330689 | 1 | 1.0% |
| 24.39155175 | 1 | 1.0% |
| 14.81184713 | 1 | 1.0% |
| 9.174859462 | 1 | 1.0% |
| 29.19143502 | 1 | 1.0% |
| 27.69855904 | 1 | 1.0% |
| 12.82520944 | 1 | 1.0% |
| 11.70273262 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 5.859510627 | 1 | |
| 8.197898459 | 1 | |
| 9.174859462 | 1 | |
| 9.526964179 | 1 | |
| 9.628949989 | 1 | |
| 9.856437995 | 1 | |
| 10.08401086 | 1 | |
| 10.51233126 | 1 | |
| 11.02230527 | 1 | |
| 11.70273262 | 1 |
| Value | Count | Frequency (%) |
| 30.54638825 | 1 | |
| 30.04386982 | 1 | |
| 29.7558738 | 1 | |
| 29.52194191 | 1 | |
| 29.27571476 | 1 | |
| 29.19143502 | 1 | |
| 28.2048787 | 1 | |
| 27.8135893 | 1 | |
| 27.74486022 | 1 | |
| 27.69855904 | 1 |
WPA
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7070825 |
| Minimum | 1.3070452 |
|---|---|
| Maximum | 6.9823857 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 1.3070452 |
|---|---|
| 5-th percentile | 1.7967808 |
| Q1 | 2.981625 |
| median | 3.7912417 |
| Q3 | 4.2899837 |
| 95-th percentile | 5.7644609 |
| Maximum | 6.9823857 |
| Range | 5.6753405 |
| Interquartile range (IQR) | 1.3083587 |
Descriptive statistics
| Standard deviation | 1.1210914 |
|---|---|
| Coefficient of variation (CV) | 0.30241879 |
| Kurtosis | 0.54775682 |
| Mean | 3.7070825 |
| Median Absolute Deviation (MAD) | 0.70532864 |
| Skewness | 0.28487944 |
| Sum | 389.24366 |
| Variance | 1.2568459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.869042224 | 1 | 1.0% |
| 4.490710869 | 1 | 1.0% |
| 1.845215366 | 1 | 1.0% |
| 2.618716658 | 1 | 1.0% |
| 4.144274913 | 1 | 1.0% |
| 2.535938291 | 1 | 1.0% |
| 3.423382254 | 1 | 1.0% |
| 3.861959506 | 1 | 1.0% |
| 2.999170064 | 1 | 1.0% |
| 2.331627393 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 1.307045191 | 1 | |
| 1.37694559 | 1 | |
| 1.451486777 | 1 | |
| 1.590149384 | 1 | |
| 1.595350013 | 1 | |
| 1.784672186 | 1 | |
| 1.845215366 | 1 | |
| 2.167004194 | 1 | |
| 2.233937904 | 1 | |
| 2.331627393 | 1 |
| Value | Count | Frequency (%) |
| 6.982385669 | 1 | |
| 6.897061796 | 1 | |
| 6.176932657 | 1 | |
| 6.022856894 | 1 | |
| 5.954452789 | 1 | |
| 5.872405432 | 1 | |
| 5.332682944 | 1 | |
| 5.260110239 | 1 | |
| 5.243172691 | 1 | |
| 5.049382178 | 1 |
CROPPING_INTENSITY
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 968.0 B |
| 1.0 | |
|---|---|
| 1.95 | |
| 1.9523809523809523 | 3 |
| 1.2085365853658536 | 2 |
| 1.9 | 1 |
Length
| Max length | 18 |
|---|---|
| Median length | 3 |
| Mean length | 3.8380952 |
| Min length | 3 |
Characters and Unicode
| Total characters | 403 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 86 | |
| 1.95 | 13 | 12.4% |
| 1.9523809523809523 | 3 | 2.9% |
| 1.2085365853658536 | 2 | 1.9% |
| 1.9 | 1 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 86 | |
| 1.95 | 13 | 12.4% |
| 1.9523809523809523 | 3 | 2.9% |
| 1.2085365853658536 | 2 | 1.9% |
| 1.9 | 1 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 105 | |
| . | 105 | |
| 0 | 94 | |
| 5 | 32 | 7.9% |
| 9 | 23 | 5.7% |
| 3 | 15 | 3.7% |
| 8 | 12 | 3.0% |
| 2 | 11 | 2.7% |
| 6 | 6 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 298 | |
| Other Punctuation | 105 | 26.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 105 | |
| 0 | 94 | |
| 5 | 32 | 10.7% |
| 9 | 23 | 7.7% |
| 3 | 15 | 5.0% |
| 8 | 12 | 4.0% |
| 2 | 11 | 3.7% |
| 6 | 6 | 2.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 105 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 403 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 105 | |
| . | 105 | |
| 0 | 94 | |
| 5 | 32 | 7.9% |
| 9 | 23 | 5.7% |
| 3 | 15 | 3.7% |
| 8 | 12 | 3.0% |
| 2 | 11 | 2.7% |
| 6 | 6 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 403 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 105 | |
| . | 105 | |
| 0 | 94 | |
| 5 | 32 | 7.9% |
| 9 | 23 | 5.7% |
| 3 | 15 | 3.7% |
| 8 | 12 | 3.0% |
| 2 | 11 | 2.7% |
| 6 | 6 | 1.5% |
YW_CV_TEMPORAL
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.34812497 |
| Minimum | 0.04890852 |
|---|---|
| Maximum | 1.033194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0.04890852 |
|---|---|
| 5-th percentile | 0.074761454 |
| Q1 | 0.14593774 |
| median | 0.29859303 |
| Q3 | 0.46499402 |
| 95-th percentile | 0.78222971 |
| Maximum | 1.033194 |
| Range | 0.9842855 |
| Interquartile range (IQR) | 0.31905629 |
Descriptive statistics
| Standard deviation | 0.23632249 |
|---|---|
| Coefficient of variation (CV) | 0.67884383 |
| Kurtosis | -0.13259723 |
| Mean | 0.34812497 |
| Median Absolute Deviation (MAD) | 0.1652349 |
| Skewness | 0.80518147 |
| Sum | 36.553122 |
| Variance | 0.055848319 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1943820833 | 1 | 1.0% |
| 0.4386766854 | 1 | 1.0% |
| 0.7874104085 | 1 | 1.0% |
| 0.1299421625 | 1 | 1.0% |
| 0.2344424107 | 1 | 1.0% |
| 0.6804385167 | 1 | 1.0% |
| 0.1068132357 | 1 | 1.0% |
| 0.1034900627 | 1 | 1.0% |
| 0.6209488589 | 1 | 1.0% |
| 0.4582588825 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 0.0489085198 | 1 | |
| 0.05619500496 | 1 | |
| 0.06415440207 | 1 | |
| 0.06452744318 | 1 | |
| 0.07324288824 | 1 | |
| 0.07369123516 | 1 | |
| 0.07904233084 | 1 | |
| 0.08054678829 | 1 | |
| 0.08310024337 | 1 | |
| 0.08518535519 | 1 |
| Value | Count | Frequency (%) |
| 1.033194019 | 1 | |
| 0.9799476092 | 1 | |
| 0.8545824557 | 1 | |
| 0.8087758762 | 1 | |
| 0.7874104085 | 1 | |
| 0.7864376439 | 1 | |
| 0.7653979879 | 1 | |
| 0.7468358203 | 1 | |
| 0.743862225 | 1 | |
| 0.730004073 | 1 |
YP_CV_TEMPORAL
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.059405003 |
| Minimum | 0.021602559 |
|---|---|
| Maximum | 0.10641946 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0.021602559 |
|---|---|
| 5-th percentile | 0.034449085 |
| Q1 | 0.048176765 |
| median | 0.058480589 |
| Q3 | 0.070274791 |
| 95-th percentile | 0.089178372 |
| Maximum | 0.10641946 |
| Range | 0.084816898 |
| Interquartile range (IQR) | 0.022098026 |
Descriptive statistics
| Standard deviation | 0.016593499 |
|---|---|
| Coefficient of variation (CV) | 0.27932832 |
| Kurtosis | -0.13110238 |
| Mean | 0.059405003 |
| Median Absolute Deviation (MAD) | 0.010527324 |
| Skewness | 0.33724101 |
| Sum | 6.2375253 |
| Variance | 0.00027534422 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.03270007633 | 1 | 1.0% |
| 0.05240245438 | 1 | 1.0% |
| 0.08416922062 | 1 | 1.0% |
| 0.0702747914 | 1 | 1.0% |
| 0.06228845739 | 1 | 1.0% |
| 0.06308785075 | 1 | 1.0% |
| 0.05929953696 | 1 | 1.0% |
| 0.06316333087 | 1 | 1.0% |
| 0.0468727945 | 1 | 1.0% |
| 0.05366409542 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 0.02160255896 | 1 | |
| 0.02885206795 | 1 | |
| 0.03261726383 | 1 | |
| 0.03270007633 | 1 | |
| 0.03397467578 | 1 | |
| 0.03422614969 | 1 | |
| 0.03534082733 | 1 | |
| 0.03591019748 | 1 | |
| 0.03614518429 | 1 | |
| 0.03681706753 | 1 |
| Value | Count | Frequency (%) |
| 0.1064194572 | 1 | |
| 0.09495956858 | 1 | |
| 0.09379208855 | 1 | |
| 0.09317798846 | 1 | |
| 0.09120551048 | 1 | |
| 0.08992902041 | 1 | |
| 0.0861757778 | 1 | |
| 0.08520391792 | 1 | |
| 0.08509401645 | 1 | |
| 0.08496879157 | 1 |
YA_CV_TEMPORAL
Real number (ℝ)
| Distinct | 77 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 27 |
| Missing (%) | 25.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24531908 |
| Minimum | 0.028745604 |
|---|---|
| Maximum | 0.70427744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0.028745604 |
|---|---|
| 5-th percentile | 0.081594279 |
| Q1 | 0.15783792 |
| median | 0.22896046 |
| Q3 | 0.30234985 |
| 95-th percentile | 0.48326748 |
| Maximum | 0.70427744 |
| Range | 0.67553183 |
| Interquartile range (IQR) | 0.14451193 |
Descriptive statistics
| Standard deviation | 0.12710931 |
|---|---|
| Coefficient of variation (CV) | 0.51813872 |
| Kurtosis | 1.3245728 |
| Mean | 0.24531908 |
| Median Absolute Deviation (MAD) | 0.072946813 |
| Skewness | 1.0140571 |
| Sum | 19.134888 |
| Variance | 0.016156777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1823056152 | 2 | 1.9% |
| 0.0287456038 | 1 | 1.0% |
| 0.08806005556 | 1 | 1.0% |
| 0.2695038234 | 1 | 1.0% |
| 0.1113419697 | 1 | 1.0% |
| 0.1041734522 | 1 | 1.0% |
| 0.08251895614 | 1 | 1.0% |
| 0.1133710395 | 1 | 1.0% |
| 0.1819430573 | 1 | 1.0% |
| 0.1272002677 | 1 | 1.0% |
| Other values (67) | 67 | |
| (Missing) | 27 |
| Value | Count | Frequency (%) |
| 0.0287456038 | 1 | |
| 0.05049697417 | 1 | |
| 0.06055536634 | 1 | |
| 0.07635443994 | 1 | |
| 0.08251895614 | 1 | |
| 0.08806005556 | 1 | |
| 0.1036154498 | 1 | |
| 0.1041734522 | 1 | |
| 0.104935617 | 1 | |
| 0.1113419697 | 1 |
| Value | Count | Frequency (%) |
| 0.7042774356 | 1 | |
| 0.5298235606 | 1 | |
| 0.4890777001 | 1 | |
| 0.4840351562 | 1 | |
| 0.4831320061 | 1 | |
| 0.4782465562 | 1 | |
| 0.4713657206 | 1 | |
| 0.4709190918 | 1 | |
| 0.4291479087 | 1 | |
| 0.4266080397 | 1 |
CLIMATEZONE
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8140.0476 |
| Minimum | 5401 |
|---|---|
| Maximum | 10901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 5401 |
|---|---|
| 5-th percentile | 5901 |
| Q1 | 7201 |
| median | 7501 |
| Q3 | 9701 |
| 95-th percentile | 10381 |
| Maximum | 10901 |
| Range | 5500 |
| Interquartile range (IQR) | 2500 |
Descriptive statistics
| Standard deviation | 1497.9791 |
|---|---|
| Coefficient of variation (CV) | 0.18402584 |
| Kurtosis | -1.2129323 |
| Mean | 8140.0476 |
| Median Absolute Deviation (MAD) | 1000 |
| Skewness | 0.26751407 |
| Sum | 854705 |
| Variance | 2243941.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 7201 | 8 | 7.6% |
| 7301 | 8 | 7.6% |
| 7401 | 8 | 7.6% |
| 7501 | 8 | 7.6% |
| 10101 | 7 | 6.7% |
| 7601 | 6 | 5.7% |
| 10301 | 5 | 4.8% |
| 10201 | 5 | 4.8% |
| 6501 | 5 | 4.8% |
| 6401 | 3 | 2.9% |
| Other values (25) | 42 |
| Value | Count | Frequency (%) |
| 5401 | 1 | 1.0% |
| 5501 | 2 | 1.9% |
| 5701 | 1 | 1.0% |
| 5801 | 2 | 1.9% |
| 6301 | 1 | 1.0% |
| 6401 | 3 | |
| 6501 | 5 | |
| 6601 | 2 | 1.9% |
| 6701 | 1 | 1.0% |
| 6801 | 3 |
| Value | Count | Frequency (%) |
| 10901 | 1 | 1.0% |
| 10501 | 2 | 1.9% |
| 10401 | 3 | |
| 10301 | 5 | |
| 10201 | 5 | |
| 10101 | 7 | |
| 9901 | 2 | 1.9% |
| 9801 | 1 | 1.0% |
| 9701 | 2 | 1.9% |
| 9601 | 1 | 1.0% |
AREA_IN_CLIMATEZONE_HA
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57672.076 |
| Minimum | 424 |
|---|---|
| Maximum | 196505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 424 |
|---|---|
| 5-th percentile | 2621.6 |
| Q1 | 14203 |
| median | 45676 |
| Q3 | 84227 |
| 95-th percentile | 179830.4 |
| Maximum | 196505 |
| Range | 196081 |
| Interquartile range (IQR) | 70024 |
Descriptive statistics
| Standard deviation | 52992.017 |
|---|---|
| Coefficient of variation (CV) | 0.91885051 |
| Kurtosis | 0.58257515 |
| Mean | 57672.076 |
| Median Absolute Deviation (MAD) | 34013 |
| Skewness | 1.1431932 |
| Sum | 6055568 |
| Variance | 2.8081538 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 158555 | 1 | 1.0% |
| 22096 | 1 | 1.0% |
| 196505 | 1 | 1.0% |
| 53113 | 1 | 1.0% |
| 123436 | 1 | 1.0% |
| 182002 | 1 | 1.0% |
| 62700 | 1 | 1.0% |
| 57024 | 1 | 1.0% |
| 96498 | 1 | 1.0% |
| 107804 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 424 | 1 | |
| 1226 | 1 | |
| 1457 | 1 | |
| 2197 | 1 | |
| 2349 | 1 | |
| 2431 | 1 | |
| 3384 | 1 | |
| 3571 | 1 | |
| 3602 | 1 | |
| 3755 | 1 |
| Value | Count | Frequency (%) |
| 196505 | 1 | |
| 195851 | 1 | |
| 194868 | 1 | |
| 192995 | 1 | |
| 186598 | 1 | |
| 182002 | 1 | |
| 171144 | 1 | |
| 166208 | 1 | |
| 161472 | 1 | |
| 158555 | 1 |
MIN_N_INPUT_TARGET_30_PERC
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.743655 |
| Minimum | 13.584911 |
|---|---|
| Maximum | 119.55116 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 13.584911 |
|---|---|
| 5-th percentile | 23.651586 |
| Q1 | 41.784073 |
| median | 61.77686 |
| Q3 | 79.223285 |
| 95-th percentile | 107.69378 |
| Maximum | 119.55116 |
| Range | 105.96624 |
| Interquartile range (IQR) | 37.439212 |
Descriptive statistics
| Standard deviation | 25.755933 |
|---|---|
| Coefficient of variation (CV) | 0.41049463 |
| Kurtosis | -0.79725013 |
| Mean | 62.743655 |
| Median Absolute Deviation (MAD) | 19.425054 |
| Skewness | 0.14056561 |
| Sum | 6588.0838 |
| Variance | 663.3681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.35638827 | 1 | 1.0% |
| 56.49601276 | 1 | 1.0% |
| 45.28636364 | 1 | 1.0% |
| 73.36608509 | 1 | 1.0% |
| 29.29060606 | 1 | 1.0% |
| 18.27848485 | 1 | 1.0% |
| 95.91666667 | 1 | 1.0% |
| 78.90212121 | 1 | 1.0% |
| 36.84848485 | 1 | 1.0% |
| 25.27547492 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 13.58491116 | 1 | |
| 15.69633174 | 1 | |
| 18.27848485 | 1 | |
| 19.05208384 | 1 | |
| 21.20151515 | 1 | |
| 23.24561404 | 1 | |
| 25.27547492 | 1 | |
| 25.3544099 | 1 | |
| 26.82232855 | 1 | |
| 28.56939394 | 1 |
| Value | Count | Frequency (%) |
| 119.5511551 | 1 | |
| 113.676555 | 1 | |
| 112.9588517 | 1 | |
| 112.3039872 | 1 | |
| 109.4385965 | 1 | |
| 108.8819777 | 1 | |
| 102.9409888 | 1 | |
| 99.04880383 | 1 | |
| 98.11100478 | 1 | |
| 98.01030303 | 1 |
MIN_N_INPUT_TARGET_50_PERC
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.57276 |
| Minimum | 22.641519 |
|---|---|
| Maximum | 199.25193 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 22.641519 |
|---|---|
| 5-th percentile | 39.41931 |
| Q1 | 69.640122 |
| median | 102.96143 |
| Q3 | 132.03881 |
| 95-th percentile | 179.48963 |
| Maximum | 199.25193 |
| Range | 176.61041 |
| Interquartile range (IQR) | 62.398687 |
Descriptive statistics
| Standard deviation | 42.926555 |
|---|---|
| Coefficient of variation (CV) | 0.41049463 |
| Kurtosis | -0.79725013 |
| Mean | 104.57276 |
| Median Absolute Deviation (MAD) | 32.375091 |
| Skewness | 0.14056561 |
| Sum | 10980.14 |
| Variance | 1842.6892 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88.92731378 | 1 | 1.0% |
| 94.16002127 | 1 | 1.0% |
| 75.47727273 | 1 | 1.0% |
| 122.2768085 | 1 | 1.0% |
| 48.81767677 | 1 | 1.0% |
| 30.46414141 | 1 | 1.0% |
| 159.8611111 | 1 | 1.0% |
| 131.5035354 | 1 | 1.0% |
| 61.41414141 | 1 | 1.0% |
| 42.12579153 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 22.6415186 | 1 | |
| 26.1605529 | 1 | |
| 30.46414141 | 1 | |
| 31.75347306 | 1 | |
| 35.33585859 | 1 | |
| 38.74269006 | 1 | |
| 42.12579153 | 1 | |
| 42.25734983 | 1 | |
| 44.70388091 | 1 | |
| 47.61565657 | 1 |
| Value | Count | Frequency (%) |
| 199.2519252 | 1 | |
| 189.460925 | 1 | |
| 188.2647528 | 1 | |
| 187.1733121 | 1 | |
| 182.3976608 | 1 | |
| 181.4699628 | 1 | |
| 171.5683147 | 1 | |
| 165.0813397 | 1 | |
| 163.5183413 | 1 | |
| 163.3505051 | 1 |
MIN_N_INPUT_TARGET_80_PERC
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.24525 |
| Minimum | 37.943138 |
|---|---|
| Maximum | 333.91061 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 37.943138 |
|---|---|
| 5-th percentile | 66.059717 |
| Q1 | 116.7044 |
| median | 172.54496 |
| Q3 | 221.27344 |
| 95-th percentile | 300.79254 |
| Maximum | 333.91061 |
| Range | 295.96747 |
| Interquartile range (IQR) | 104.56905 |
Descriptive statistics
| Standard deviation | 71.937233 |
|---|---|
| Coefficient of variation (CV) | 0.41049463 |
| Kurtosis | -0.79725013 |
| Mean | 175.24525 |
| Median Absolute Deviation (MAD) | 54.254864 |
| Skewness | 0.14056561 |
| Sum | 18400.751 |
| Variance | 5174.9655 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 149.0262811 | 1 | 1.0% |
| 157.7953635 | 1 | 1.0% |
| 126.4864167 | 1 | 1.0% |
| 204.9140727 | 1 | 1.0% |
| 81.80969955 | 1 | 1.0% |
| 51.0524552 | 1 | 1.0% |
| 267.8986452 | 1 | 1.0% |
| 220.3764175 | 1 | 1.0% |
| 102.9191225 | 1 | 1.0% |
| 70.59529613 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 37.94313775 | 1 | |
| 43.84041016 | 1 | |
| 51.0524552 | 1 | |
| 53.21314456 | 1 | |
| 59.2165823 | 1 | |
| 64.92582284 | 1 | |
| 70.59529613 | 1 | |
| 70.81576434 | 1 | |
| 74.91571309 | 1 | |
| 79.79532856 | 1 |
| Value | Count | Frequency (%) |
| 333.9106081 | 1 | |
| 317.5026421 | 1 | |
| 315.4980712 | 1 | |
| 313.6690117 | 1 | |
| 305.6658739 | 1 | |
| 304.1112178 | 1 | |
| 287.5178257 | 1 | |
| 276.6468152 | 1 | |
| 274.0275093 | 1 | |
| 273.7462457 | 1 |
| LONGITUDE | LATITUDE | ELEVATION_METER | YA | YW | YW-YA | YP | YP-YA | WPP | WPA | YW_CV_TEMPORAL | YP_CV_TEMPORAL | YA_CV_TEMPORAL | CLIMATEZONE | AREA_IN_CLIMATEZONE_HA | MIN_N_INPUT_TARGET_30_PERC | MIN_N_INPUT_TARGET_50_PERC | MIN_N_INPUT_TARGET_80_PERC | COUNTRY | CROPPING_INTENSITY | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LONGITUDE | 1.000 | -0.250 | 0.823 | 0.397 | 0.208 | 0.147 | 0.295 | 0.219 | -0.133 | 0.144 | -0.245 | 0.070 | 0.337 | -0.823 | -0.378 | 0.208 | 0.208 | 0.208 | 0.600 | 0.276 |
| LATITUDE | -0.250 | 1.000 | -0.248 | 0.080 | -0.039 | -0.048 | -0.347 | -0.366 | 0.048 | 0.156 | -0.069 | -0.036 | -0.040 | 0.430 | 0.045 | -0.039 | -0.039 | -0.039 | 0.621 | 0.413 |
| ELEVATION_METER | 0.823 | -0.248 | 1.000 | 0.515 | 0.279 | 0.204 | 0.268 | 0.144 | -0.068 | 0.281 | -0.376 | 0.153 | 0.346 | -0.824 | -0.333 | 0.279 | 0.279 | 0.279 | 0.409 | 0.259 |
| YA | 0.397 | 0.080 | 0.515 | 1.000 | 0.620 | 0.496 | 0.362 | 0.147 | 0.439 | 0.829 | -0.551 | 0.104 | -0.057 | -0.363 | -0.160 | 0.620 | 0.620 | 0.620 | 0.299 | 0.000 |
| YW | 0.208 | -0.039 | 0.279 | 0.620 | 1.000 | 0.986 | 0.597 | 0.493 | 0.882 | 0.261 | -0.771 | 0.188 | -0.152 | -0.162 | -0.102 | 1.000 | 1.000 | 1.000 | 0.237 | 0.000 |
| YW-YA | 0.147 | -0.048 | 0.204 | 0.496 | 0.986 | 1.000 | 0.598 | 0.527 | 0.896 | 0.132 | -0.748 | 0.184 | -0.159 | -0.100 | -0.077 | 0.986 | 0.986 | 0.986 | 0.243 | 0.000 |
| YP | 0.295 | -0.347 | 0.268 | 0.362 | 0.597 | 0.598 | 1.000 | 0.965 | 0.369 | 0.003 | -0.133 | 0.103 | 0.075 | -0.291 | -0.091 | 0.597 | 0.597 | 0.597 | 0.274 | 0.000 |
| YP-YA | 0.219 | -0.366 | 0.144 | 0.147 | 0.493 | 0.527 | 0.965 | 1.000 | 0.303 | -0.195 | -0.022 | 0.073 | 0.076 | -0.215 | -0.081 | 0.493 | 0.493 | 0.493 | 0.349 | 0.000 |
| WPP | -0.133 | 0.048 | -0.068 | 0.439 | 0.882 | 0.896 | 0.369 | 0.303 | 1.000 | 0.261 | -0.721 | 0.119 | -0.360 | 0.168 | 0.037 | 0.882 | 0.882 | 0.882 | 0.180 | 0.134 |
| WPA | 0.144 | 0.156 | 0.281 | 0.829 | 0.261 | 0.132 | 0.003 | -0.195 | 0.261 | 1.000 | -0.339 | 0.058 | -0.127 | -0.151 | -0.055 | 0.261 | 0.261 | 0.261 | 0.137 | 0.000 |
| YW_CV_TEMPORAL | -0.245 | -0.069 | -0.376 | -0.551 | -0.771 | -0.748 | -0.133 | -0.022 | -0.721 | -0.339 | 1.000 | -0.102 | 0.145 | 0.181 | 0.146 | -0.771 | -0.771 | -0.771 | 0.197 | 0.231 |
| YP_CV_TEMPORAL | 0.070 | -0.036 | 0.153 | 0.104 | 0.188 | 0.184 | 0.103 | 0.073 | 0.119 | 0.058 | -0.102 | 1.000 | 0.225 | -0.184 | -0.105 | 0.188 | 0.188 | 0.188 | 0.180 | 0.410 |
| YA_CV_TEMPORAL | 0.337 | -0.040 | 0.346 | -0.057 | -0.152 | -0.159 | 0.075 | 0.076 | -0.360 | -0.127 | 0.145 | 0.225 | 1.000 | -0.412 | -0.279 | -0.152 | -0.152 | -0.152 | 0.339 | 0.036 |
| CLIMATEZONE | -0.823 | 0.430 | -0.824 | -0.363 | -0.162 | -0.100 | -0.291 | -0.215 | 0.168 | -0.151 | 0.181 | -0.184 | -0.412 | 1.000 | 0.327 | -0.162 | -0.162 | -0.162 | 0.444 | 0.248 |
| AREA_IN_CLIMATEZONE_HA | -0.378 | 0.045 | -0.333 | -0.160 | -0.102 | -0.077 | -0.091 | -0.081 | 0.037 | -0.055 | 0.146 | -0.105 | -0.279 | 0.327 | 1.000 | -0.102 | -0.102 | -0.102 | 0.207 | 0.144 |
| MIN_N_INPUT_TARGET_30_PERC | 0.208 | -0.039 | 0.279 | 0.620 | 1.000 | 0.986 | 0.597 | 0.493 | 0.882 | 0.261 | -0.771 | 0.188 | -0.152 | -0.162 | -0.102 | 1.000 | 1.000 | 1.000 | 0.237 | 0.000 |
| MIN_N_INPUT_TARGET_50_PERC | 0.208 | -0.039 | 0.279 | 0.620 | 1.000 | 0.986 | 0.597 | 0.493 | 0.882 | 0.261 | -0.771 | 0.188 | -0.152 | -0.162 | -0.102 | 1.000 | 1.000 | 1.000 | 0.237 | 0.000 |
| MIN_N_INPUT_TARGET_80_PERC | 0.208 | -0.039 | 0.279 | 0.620 | 1.000 | 0.986 | 0.597 | 0.493 | 0.882 | 0.261 | -0.771 | 0.188 | -0.152 | -0.162 | -0.102 | 1.000 | 1.000 | 1.000 | 0.237 | 0.000 |
| COUNTRY | 0.600 | 0.621 | 0.409 | 0.299 | 0.237 | 0.243 | 0.274 | 0.349 | 0.180 | 0.137 | 0.197 | 0.180 | 0.339 | 0.444 | 0.207 | 0.237 | 0.237 | 0.237 | 1.000 | 0.507 |
| CROPPING_INTENSITY | 0.276 | 0.413 | 0.259 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.134 | 0.000 | 0.231 | 0.410 | 0.036 | 0.248 | 0.144 | 0.000 | 0.000 | 0.000 | 0.507 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| STATIONNAME | LONGITUDE | LATITUDE | ELEVATION_METER | COUNTRY | CROP | YA | YW | YW-YA | YP | YP-YA | WPP | WPA | CROPPING_INTENSITY | YW_CV_TEMPORAL | YP_CV_TEMPORAL | YA_CV_TEMPORAL | CLIMATEZONE | AREA_IN_CLIMATEZONE_HA | MIN_N_INPUT_TARGET_30_PERC | MIN_N_INPUT_TARGET_50_PERC | MIN_N_INPUT_TARGET_80_PERC | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Bobo-Dioulasso | -4.317 | 11.167 | 445.0 | Burkina Faso | Rainfed maize | 1.881295 | 8.803804 | 6.922509 | 10.657895 | 8.776600 | 22.785422 | 4.869042 | 1.0 | 0.194382 | 0.032700 | 0.162893 | 10301 | 158555 | 53.356388 | 88.927314 | 149.026281 |
| 1 | Bogandé | -0.137 | 12.974 | 281.0 | Burkina Faso | Rainfed maize | 1.002378 | 5.276038 | 4.273660 | 10.055556 | 9.053177 | 14.370258 | 2.730161 | 1.0 | 0.646120 | 0.048145 | 0.175539 | 10101 | 32846 | 31.975989 | 53.293315 | 89.310069 |
| 2 | Boromo | -2.933 | 11.750 | 243.0 | Burkina Faso | Rainfed maize | 1.461313 | 8.380198 | 6.918885 | 10.077778 | 8.616465 | 22.485102 | 3.920883 | 1.0 | 0.240237 | 0.057815 | 0.199634 | 10201 | 161472 | 50.789079 | 84.648465 | 141.855695 |
| 3 | Dédougou | -3.483 | 12.467 | 299.0 | Burkina Faso | Rainfed maize | 1.474030 | 5.845895 | 4.371865 | 10.057895 | 8.583865 | 15.607468 | 3.935390 | 1.0 | 0.571344 | 0.048177 | 0.201487 | 10201 | 58791 | 35.429665 | 59.049442 | 98.956309 |
| 4 | Fada Ngourma | 0.367 | 12.033 | 294.0 | Burkina Faso | Rainfed maize | 1.344819 | 6.625926 | 5.281107 | 10.416667 | 9.071848 | 18.450985 | 3.744870 | 1.0 | 0.411372 | 0.047632 | 0.153830 | 10201 | 48289 | 40.157127 | 66.928545 | 112.160277 |
| 5 | Gaoua | -3.183 | 10.333 | 339.0 | Burkina Faso | Rainfed maize | 1.101739 | 7.239158 | 6.137419 | 10.200000 | 9.098261 | 20.078816 | 3.055827 | 1.0 | 0.384122 | 0.052288 | 0.177231 | 10301 | 69329 | 43.873684 | 73.122807 | 122.540753 |
| 6 | Ouahigouya | -2.417 | 13.567 | 315.0 | Burkina Faso | Rainfed maize | 0.920566 | 6.328667 | 5.408101 | 9.911111 | 8.990545 | 17.259602 | 2.510577 | 1.0 | 0.463828 | 0.052700 | 0.258175 | 10101 | 18474 | 38.355556 | 63.925926 | 107.128424 |
| 7 | Adet | 37.480 | 11.270 | 2240.0 | Ethiopia | Rainfed maize | 3.185300 | 16.985263 | 13.799963 | 17.494737 | 14.309437 | 21.796263 | 4.087522 | 1.0 | 0.092815 | 0.050679 | 0.249962 | 6701 | 93969 | 102.940989 | 171.568315 | 287.517826 |
| 8 | Ambo | 37.835 | 8.960 | 2100.0 | Ethiopia | Rainfed maize | 2.966800 | 16.188316 | 13.221516 | 17.347368 | 14.380568 | 21.068886 | 3.861252 | 1.0 | 0.124380 | 0.084969 | 0.225146 | 5501 | 31989 | 98.111005 | 163.518341 | 274.027509 |
| 9 | Arbaminch | 37.400 | 6.050 | 1280.0 | Ethiopia | Rainfed maize | 2.191526 | 9.252632 | 7.061106 | 17.989474 | 15.797948 | 15.904314 | 3.767005 | 1.0 | 0.489253 | 0.047237 | 0.426608 | 5801 | 3755 | 56.076555 | 93.460925 | 156.623803 |
| STATIONNAME | LONGITUDE | LATITUDE | ELEVATION_METER | COUNTRY | CROP | YA | YW | YW-YA | YP | YP-YA | WPP | WPA | CROPPING_INTENSITY | YW_CV_TEMPORAL | YP_CV_TEMPORAL | YA_CV_TEMPORAL | CLIMATEZONE | AREA_IN_CLIMATEZONE_HA | MIN_N_INPUT_TARGET_30_PERC | MIN_N_INPUT_TARGET_50_PERC | MIN_N_INPUT_TARGET_80_PERC | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 95 | Choma | 26.988000 | -16.811667 | 1278.0 | Zambia | Rainfed maize | 2.387818 | 9.279737 | 6.891918 | 13.378947 | 10.991129 | 19.623325 | 5.049382 | 1.0 | 0.420164 | 0.065188 | NaN | 7301 | 49218 | 56.240829 | 93.734716 | 157.082627 |
| 96 | Kabwe | 28.451111 | -14.443889 | 1207.0 | Zambia | Rainfed maize | 3.984510 | 13.398316 | 9.413806 | 17.200000 | 13.215490 | 23.192064 | 6.897062 | 1.0 | 0.267802 | 0.063304 | NaN | 7301 | 87976 | 81.201914 | 135.336523 | 226.799820 |
| 97 | Kasama | 31.138889 | -10.221389 | 1384.0 | Zambia | Rainfed maize | 2.800679 | 18.638211 | 15.837532 | 18.647368 | 15.846690 | 26.145107 | 3.928706 | 1.0 | 0.064527 | 0.065126 | NaN | 7601 | 12894 | 112.958852 | 188.264753 | 315.498071 |
| 98 | Livingstone | 25.865833 | -17.735000 | 986.0 | Zambia | Rainfed maize | 0.906869 | 6.650443 | 5.743574 | 17.915789 | 17.008921 | 13.087735 | 1.784672 | 1.0 | 0.854582 | 0.069448 | NaN | 7201 | 40843 | 40.305715 | 67.176191 | 112.575288 |
| 99 | Mansa | 28.850000 | -11.100000 | 1384.0 | Zambia | Rainfed maize | 2.611422 | 17.965526 | 15.354105 | 18.152632 | 15.541210 | 25.984753 | 3.777075 | 1.0 | 0.073691 | 0.076847 | NaN | 7501 | 7422 | 108.881978 | 181.469963 | 304.111218 |
| 100 | Mongu | 23.162300 | -15.254500 | 1053.0 | Zambia | Rainfed maize | 0.793856 | 11.311842 | 10.517986 | 17.084211 | 16.290354 | 19.620415 | 1.376946 | 1.0 | 0.365917 | 0.074788 | NaN | 7301 | 14203 | 68.556619 | 114.261031 | 191.481063 |
| 101 | Mpika | 31.454444 | -11.838056 | 1402.0 | Zambia | Rainfed maize | 3.249422 | 15.937421 | 12.687999 | 16.800000 | 13.550578 | 26.155178 | 5.332683 | 1.0 | 0.129318 | 0.067781 | NaN | 7501 | 9402 | 96.590431 | 160.984051 | 269.780492 |
| 102 | Mumbwa | 27.183300 | -15.066700 | 1218.0 | Zambia | Rainfed maize | 2.559393 | 11.534526 | 8.975133 | 16.500000 | 13.940607 | 21.227482 | 4.710161 | 1.0 | 0.457476 | 0.070649 | NaN | 7301 | 52447 | 69.906220 | 116.510367 | 195.250547 |
| 103 | zam_rfmz1 | 32.908816 | -10.657473 | 717.0 | Zambia | Rainfed maize | 1.410000 | 14.729200 | 13.319200 | 16.065000 | 14.655000 | 27.680689 | 2.649823 | 1.0 | 0.145938 | 0.075546 | NaN | 7301 | 2197 | 89.267879 | 148.779798 | 249.328345 |
| 104 | zam_rfmz2 | 32.100146 | -11.569121 | 1081.0 | Zambia | Rainfed maize | 3.249422 | 19.725941 | 16.476518 | 20.310000 | 17.060578 | 29.521942 | 4.863102 | 1.0 | 0.092663 | 0.057750 | NaN | 7401 | 2431 | 119.551155 | 199.251925 | 333.910608 |